MIP
  • Results (DRAFT)
52-week base $50
  • Capacity and Generation
  • Capacity Tables
  • Transmission Expansion
  • Emissions
  • Dispatch
  • Capacity Factors
  • Operational Results
  • Total Capacity
  • New-build Capacity
  • Existing Capacity
  • Total Capacity (wide)
  • Regional Capacity
  • Total Generation
  • New-build Generation
  • Existing Generation
  • Total Generation (wide)
  • Regional Generation
  • Total Start Existing Capacity
  • Total End Existing Capacity
  • Regional End Existing Capacity
tech_type planning_year GenX SWITCH TEMOA USENSYS
Battery 2027 21854 21854 21847 21854
Battery 2030 21719 21719 21547 21719
Battery 2035 20535 20535 21535 20535
Battery 2040 84 84 313 84
Battery 2045 0 nan 313 nan
Battery 2050 0 nan 313 nan
Coal 2027 157337 157337 157337 157337
Coal 2030 142458 142458 154481 142458
Coal 2035 122365 122365 140708 122365
Coal 2040 82414 82414 115870 82414
Coal 2045 57333 57333 81145 57333
Coal 2050 30232 30232 54296 30232
Distributed Solar 2027 47556 0 47886 47556
Distributed Solar 2030 72304 0 47886 72304
Distributed Solar 2035 96511 0 72737 96511
Distributed Solar 2040 102759 0 97022 102759
Distributed Solar 2045 107818 0 103282 107818
Distributed Solar 2050 116123 0 108366 116123
Geothermal 2027 676 676 825 676
Geothermal 2030 621 620 825 621
Geothermal 2035 591 591 754 591
Geothermal 2040 398 398 542 398
Geothermal 2045 217 217 390 217
Geothermal 2050 100 100 45 100
Hydro 2027 94746 94719 94302 94746
Hydro 2030 92716 92688 93814 92716
Hydro 2035 91778 91738 91833 91778
Hydro 2040 89100 89066 90984 89100
Hydro 2045 84874 84842 88441 84874
Hydro 2050 81492 81471 84313 81492
Natural Gas CC 2027 306785 306785 306786 306785
Natural Gas CC 2030 305219 305219 305829 305219
Natural Gas CC 2035 300271 300271 304277 300271
Natural Gas CC 2040 297744 297744 299842 297744
Natural Gas CC 2045 295809 295809 297480 295809
Natural Gas CC 2050 287607 287607 295604 287607
Natural Gas CT 2027 140564 140564 140562 140564
Natural Gas CT 2030 139354 139354 139068 139354
Natural Gas CT 2035 136588 136588 137611 136588
Natural Gas CT 2040 130481 130481 134278 130481
Natural Gas CT 2045 119365 119365 129655 119365
Natural Gas CT 2050 95279 95279 118982 95279
Nuclear 2027 97038 97038 97038 97038
Nuclear 2030 97038 97038 96853 97038
Nuclear 2035 97038 97038 96852 97038
Nuclear 2040 97038 97038 96852 97038
Nuclear 2045 97038 97038 96852 97038
Nuclear 2050 94298 94298 96852 94298
Solar 2027 115692 115692 115693 115692
Solar 2030 115685 115685 115693 115685
Solar 2035 115677 115677 115686 115677
Solar 2040 115288 115288 115676 115288
Solar 2045 103532 103532 115185 103532
Solar 2050 69624 69624 102940 69624
Wind 2027 155394 152394 155395 155394
Wind 2030 154608 154608 155395 154608
Wind 2035 148441 148441 154610 148441
Wind 2040 117636 117636 148469 117636
Wind 2045 83551 83551 117083 83551
Wind 2050 37428 37428 82639 37428
tech_type planning_year GenX SWITCH TEMOA USENSYS
Battery 2027 21854 21854 21653 21854
Battery 2030 21719 21719 21535 21719
Battery 2035 20535 20535 20662 20535
Battery 2040 84 84 313 84
Battery 2045 0 nan 313 nan
Battery 2050 0 nan 313 nan
Coal 2027 157337 157337 155767 157337
Coal 2030 142458 142458 141035 142458
Coal 2035 122365 122365 121141 122365
Coal 2040 82414 82414 81587 82414
Coal 2045 57333 57333 56759 57333
Coal 2050 30232 30232 29977 30232
Distributed Solar 2027 47556 47886 47886 47556
Distributed Solar 2030 72304 72744 72737 72304
Distributed Solar 2035 96511 97023 97022 96511
Distributed Solar 2040 102759 103282 103282 102759
Distributed Solar 2045 107818 108374 108366 107818
Distributed Solar 2050 116123 116713 116689 116123
Geothermal 2027 676 676 825 676
Geothermal 2030 621 620 754 621
Geothermal 2035 591 591 717 591
Geothermal 2040 398 398 390 398
Geothermal 2045 217 217 227 217
Geothermal 2050 100 100 45 100
Hydro 2027 94746 94719 93814 94746
Hydro 2030 92716 92688 91833 92716
Hydro 2035 91778 91738 90984 91778
Hydro 2040 89100 89066 88441 89100
Hydro 2045 84874 84842 84313 84874
Hydro 2050 81492 81471 81030 81492
Natural Gas CC 2027 306785 306785 305829 306785
Natural Gas CC 2030 305219 305219 304277 305219
Natural Gas CC 2035 300271 300271 299842 300271
Natural Gas CC 2040 297744 297744 297480 297744
Natural Gas CC 2045 295809 295809 295604 295809
Natural Gas CC 2050 287607 287607 287493 287607
Natural Gas CT 2027 140564 140564 139198 140564
Natural Gas CT 2030 139354 139354 137932 139354
Natural Gas CT 2035 136588 136588 135242 136588
Natural Gas CT 2040 130481 130481 129655 130481
Natural Gas CT 2045 119365 119365 119101 119365
Natural Gas CT 2050 95279 95279 95160 95279
Nuclear 2027 97038 97038 96853 97038
Nuclear 2030 97038 97038 96852 97038
Nuclear 2035 97038 97038 96852 97038
Nuclear 2040 97038 97038 96852 97038
Nuclear 2045 97038 97038 96852 97038
Nuclear 2050 94298 94298 94174 94298
Solar 2027 115692 115692 115693 115692
Solar 2030 115685 115685 115686 115685
Solar 2035 115677 115677 115676 115677
Solar 2040 115288 115288 115287 115288
Solar 2045 103532 103532 103437 103532
Solar 2050 69624 69624 69404 69624
Wind 2027 155394 153894 155395 155394
Wind 2030 154608 154608 154610 154608
Wind 2035 148441 148441 148469 148441
Wind 2040 117636 117636 117665 117636
Wind 2045 83551 83551 83509 83551
Wind 2050 37428 37428 37368 37428
agg_zone tech_type resource_name planning_year GenX SWITCH TEMOA USENSYS
Loading ITables v2.2.2 from the internet... (need help?)
  • Expansion by line
  • Total expansion
  • Total expansion map
  • Total expansion map (drop lines < 50MW)
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, include, exclude)
   2154         # see https://github.com/ipython/ipython/issues/11038
   2155         try:
   2156             dct = self.to_dict()
   2157         except Exception:
-> 2158             utils.display_traceback(in_ipython=True)
   2159             return {}
   2160         else:
   2161             return renderers.get()(dct)

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, *args, **kwargs)
    846 
    847         # TopLevelMixin instance does not necessarily have to_dict defined
    848         # but due to how Altair is set up this should hold.
    849         # Too complex to type hint right now
--> 850         dct = super(TopLevelMixin, copy).to_dict(*args, **kwargs)  # type: ignore[misc]
    851 
    852         # TODO: following entries are added after validation. Should they be validated?
    853         if is_top_level:

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(self, validate, ignore, context)
    792                 k: v for k, v in kwds.items() if k not in list(ignore) + ["shorthand"]
    793             }
    794             if "mark" in kwds and isinstance(kwds["mark"], str):
    795                 kwds["mark"] = {"type": kwds["mark"]}
--> 796             result = _todict(
    797                 kwds,
    798                 context=context,
    799             )

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
--> 340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):
    342         return obj.to_dict()
    343     elif isinstance(obj, np.number):

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 340 def _todict(obj, context):
    341     """Convert an object to a dict representation."""
    342     if isinstance(obj, SchemaBase):
    343         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
--> 338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
    340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 338 def _todict(obj, context):
    339     """Convert an object to a dict representation."""
    340     if isinstance(obj, SchemaBase):
    341         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    333 def _todict(obj, context):
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
--> 336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, *args, **kwargs)
   2516             # for easier specification of datum encodings.
   2517             copy = self.copy(deep=False)
   2518             copy.data = core.InlineData(values=[{}])
   2519             return super(Chart, copy).to_dict(*args, **kwargs)
-> 2520         return super().to_dict(*args, **kwargs)

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, *args, **kwargs)
    846 
    847         # TopLevelMixin instance does not necessarily have to_dict defined
    848         # but due to how Altair is set up this should hold.
    849         # Too complex to type hint right now
--> 850         dct = super(TopLevelMixin, copy).to_dict(*args, **kwargs)  # type: ignore[misc]
    851 
    852         # TODO: following entries are added after validation. Should they be validated?
    853         if is_top_level:

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(self, validate, ignore, context)
    792                 k: v for k, v in kwds.items() if k not in list(ignore) + ["shorthand"]
    793             }
    794             if "mark" in kwds and isinstance(kwds["mark"], str):
    795                 kwds["mark"] = {"type": kwds["mark"]}
--> 796             result = _todict(
    797                 kwds,
    798                 context=context,
    799             )

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
--> 340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):
    342         return obj.to_dict()
    343     elif isinstance(obj, np.number):

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 340 def _todict(obj, context):
    341     """Convert an object to a dict representation."""
    342     if isinstance(obj, SchemaBase):
    343         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    333 def _todict(obj, context):
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
--> 336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(self, validate, ignore, context)
    792                 k: v for k, v in kwds.items() if k not in list(ignore) + ["shorthand"]
    793             }
    794             if "mark" in kwds and isinstance(kwds["mark"], str):
    795                 kwds["mark"] = {"type": kwds["mark"]}
--> 796             result = _todict(
    797                 kwds,
    798                 context=context,
    799             )

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
--> 340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):
    342         return obj.to_dict()
    343     elif isinstance(obj, np.number):

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 340 def _todict(obj, context):
    341     """Convert an object to a dict representation."""
    342     if isinstance(obj, SchemaBase):
    343         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
--> 338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
    340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 338 def _todict(obj, context):
    339     """Convert an object to a dict representation."""
    340     if isinstance(obj, SchemaBase):
    341         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    333 def _todict(obj, context):
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
--> 336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):

/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/altair/vegalite/v5/schema/channels.py in ?(self, validate, ignore, context)
     43                 # We still parse it out of the shorthand, but drop it here.
     44                 parsed.pop('type', None)
     45             elif not (type_in_shorthand or type_defined_explicitly):
     46                 if isinstance(context.get('data', None), pd.DataFrame):
---> 47                     raise ValueError(
     48                         'Unable to determine data type for the field "{}";'
     49                         " verify that the field name is not misspelled."
     50                         " If you are referencing a field from a transform,"

ValueError: Unable to determine data type for the field "ln"; verify that the field name is not misspelled. If you are referencing a field from a transform, also confirm that the data type is specified correctly.
alt.LayerChart(...)
  • Emissions
  • Emissions intensity
  • 2030 Dispatch
  • 2040 Dispatch
  • 2050 Dispatch
  • Tab 4
  • Tab 5
  • Tab 6
  • Battery
  • Solar
  • Wind
  • Natural Gas CC
  • Natural Gas CT
  • Coal
  • Hydro
  • Operational costs (model)
  • Operational costs (society)
  • Operational NSE
  • Generation
  • Regional Generation
  • Total Capacity
  • Emissions by zone
  • Power cost